FROM python:3.11-slim AS builder WORKDIR /build # System packages required at build time only RUN apt-get update && apt-get install -y --no-install-recommends \ gcc \ g++ \ libgomp1 \ && rm -rf /var/lib/apt/lists/* COPY requirements.txt . RUN pip install --no-cache-dir --upgrade pip \ && pip install --no-cache-dir --prefix=/install -r requirements.txt # ───────────────────────────────────────────────────────────────── # Stage 2 — lean runtime image # ───────────────────────────────────────────────────────────────── FROM python:3.11-slim LABEL maintainer="AliMusaRizvi" LABEL description="DDoS Detector API — weighted soft-voting ensemble (XGBoost · LightGBM · Random Forest)" # libgomp is needed at runtime by LightGBM RUN apt-get update && apt-get install -y --no-install-recommends \ libgomp1 \ && rm -rf /var/lib/apt/lists/* # Copy installed packages from the builder stage COPY --from=builder /install /usr/local # HuggingFace Spaces requires a non-root user RUN useradd --create-home --uid 1000 appuser USER appuser ENV HOME=/home/appuser WORKDIR /home/appuser/app # Model cache goes to /tmp so the non-root user can write to it ENV HF_HOME=/tmp/hf_cache ENV TRANSFORMERS_CACHE=/tmp/hf_cache # Disable Python bytecode writing and enable unbuffered logging ENV PYTHONDONTWRITEBYTECODE=1 ENV PYTHONUNBUFFERED=1 COPY --chown=appuser:appuser app.py . # HuggingFace Spaces Docker SDK routes external traffic to port 7860 EXPOSE 7860 CMD ["uvicorn", "app:app", \ "--host", "0.0.0.0", \ "--port", "7860", \ "--workers", "1", \ "--log-level", "info", \ "--timeout-keep-alive", "30"]